Piecewise NHPP models with maximum likelihood estimation for repairable systems

Huairui Guo, A. Mettas, G. Sarakakis, Pengying Niu
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引用次数: 12

Abstract

Non-homogeneous Poisson process (NHPP) models are widely used for repairable system analysis. Different NHPP models have been developed for different applications. It has been noticed that almost all the existing models apply only a single model for the entire system development or operation period. However, in some circumstances, such as when the system design or the system operation environment experiences major changes, a single model will not be appropriate to describe the failure behavior for the entire timeline. In this paper, we proposed a piecewise NHPP model for repairable systems with multiple stages. The maximum likelihood estimation (MLE) for the model parameters is also provided.
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具有最大似然估计的可修系统分段NHPP模型
非齐次泊松过程(NHPP)模型广泛应用于可修系统分析。针对不同的应用开发了不同的NHPP模型。人们注意到,几乎所有现有的模型都只适用于整个系统开发或运行期间的单一模型。然而,在某些情况下,例如当系统设计或系统操作环境经历重大变更时,单个模型将不适合描述整个时间线的故障行为。本文针对多阶段可修系统,提出了一种分段NHPP模型。给出了模型参数的最大似然估计(MLE)。
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